What happens to the channels after the convolution layer?
Answer to my question is that values obtained from convolutions among different channels sum up together, therefore 3 channels after convolution with one filter give one output.

Best explanation delivered by Andrew: https://www.coursera.org/lecture/convolutional-neural-networks/convolutions-over-volume-ctQZz